# Knowledge grounding on ATLAS CC-QKV Source: [Knowledge grounding on ATLAS CC-QKV]() Collection index: [llms.txt]() Data updated: 2026-04-14T12:04:07.629Z Evaluation of model performance on the ATLAS CC-QKV dataset for the Knowledge Grounding task, typically measured using accuracy metrics like ACC@1 and ACC@5. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Knowledge grounding | | Dataset (including any stated split) | ATLAS CC-QKV | | Metric | ACC@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [ACC@1](): Higher is better; unit: PERCENT. - [ACC@5](): Higher is better; unit: PERCENT. ## Recorded results | Method | ACC@1 | Result date | Report paper | | --- | --- | --- | --- | | AtlasKV (128-64-16) | 100 | Not recorded | 68fa7c501e209131cea8d7d4 | | AtlasKV w/o HiKVP | 100 | Not recorded | 68fa7c501e209131cea8d7d4 | | AtlasKV w/o HiKVP | 96.4 | Not recorded | 68fa7c501e209131cea8d7d4 | | AtlasKV (128-64-16) | 89.1 | Not recorded | 68fa7c501e209131cea8d7d4 | | AtlasKV w/o HiKVP | 83.6 | Not recorded | 68fa7c501e209131cea8d7d4 | | AtlasKV (128-64-16) | 61.8 | Not recorded | 68fa7c501e209131cea8d7d4 | | AtlasKV w/o HiKVP | 61.8 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 60 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 50 | Not recorded | 68fa7c501e209131cea8d7d4 | | AtlasKV (128-64-16) | 40 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 23.6 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 21.8 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 12.7 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 10.9 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 3.6 | Not recorded | 68fa7c501e209131cea8d7d4 | | KBLaM | 3.6 | Not recorded | 68fa7c501e209131cea8d7d4 | ### AtlasKV (128-64-16) ACC@1: 100. Result ID: 69de2d2647f34ce924c6e34d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^1"}. This record does not assert independent reproduction. ### AtlasKV w/o HiKVP ACC@1: 100. Result ID: 69de2d2647f34ce924c6e351. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^1"}. This record does not assert independent reproduction. ### AtlasKV w/o HiKVP ACC@1: 96.4. Result ID: 69de2d2647f34ce924c6e352. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^2"}. This record does not assert independent reproduction. ### AtlasKV (128-64-16) ACC@1: 89.1. Result ID: 69de2d2647f34ce924c6e34e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^2"}. This record does not assert independent reproduction. ### AtlasKV w/o HiKVP ACC@1: 83.6. Result ID: 69de2d2647f34ce924c6e353. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^3"}. This record does not assert independent reproduction. ### AtlasKV (128-64-16) ACC@1: 61.8. Result ID: 69de2d2647f34ce924c6e34f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^3"}. This record does not assert independent reproduction. ### AtlasKV w/o HiKVP ACC@1: 61.8. Result ID: 69de2d2647f34ce924c6e354. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^4"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 60. Result ID: 69de2d2647f34ce924c6e345. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^1"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 50. Result ID: 69de2d2647f34ce924c6e349. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"2e4","Number of KG Triples":"10^1"}. This record does not assert independent reproduction. ### AtlasKV (128-64-16) ACC@1: 40. Result ID: 69de2d2647f34ce924c6e350. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^4"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 23.6. Result ID: 69de2d2647f34ce924c6e34a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"2e4","Number of KG Triples":"10^2"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 21.8. Result ID: 69de2d2647f34ce924c6e346. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^2"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 12.7. Result ID: 69de2d2647f34ce924c6e347. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^3"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 10.9. Result ID: 69de2d2647f34ce924c6e34b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"2e4","Number of KG Triples":"10^3"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 3.6. Result ID: 69de2d2647f34ce924c6e348. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"3e3","Number of KG Triples":"10^4"}. This record does not assert independent reproduction. ### KBLaM ACC@1: 3.6. Result ID: 69de2d2647f34ce924c6e34c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Steps":"2e4","Number of KG Triples":"10^4"}. 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